Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 5473 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 67 |
| Duplicate rows (%) | 1.2% |
| Total size in memory | 470.5 KiB |
| Average record size in memory | 88.0 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 01:43:04.749480 |
|---|---|
| Analysis finished | 2020-08-25 01:43:24.197052 |
| Duration | 19.45 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Distinct count | 104 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.473232230951947 |
|---|---|
| Minimum | 1.0 |
| Maximum | 804.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 804 |
| Range | 803 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 18.96056392 |
|---|---|
| Coefficient of variation (CV) | 1.810383222 |
| Kurtosis | 659.6587546 |
| Mean | 10.47323223 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 20.37000095 |
| Sum | 57320 |
| Variance | 359.502984 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 8 | 940 | 17.2% | |
| 9 | 903 | 16.5% | |
| 7 | 831 | 15.2% | |
| 10 | 630 | 11.5% | |
| 6 | 351 | 6.4% | |
| 11 | 326 | 6.0% | |
| 5 | 271 | 5.0% | |
| 1 | 254 | 4.6% | |
| 12 | 164 | 3.0% | |
| 13 | 103 | 1.9% | |
| 14 | 89 | 1.6% | |
| 2 | 87 | 1.6% | |
| 4 | 64 | 1.2% | |
| 3 | 58 | 1.1% | |
| 16 | 46 | 0.8% | |
| 24 | 39 | 0.7% | |
| 17 | 35 | 0.6% | |
| 25 | 33 | 0.6% | |
| 15 | 20 | 0.4% | |
| 23 | 16 | 0.3% | |
| 22 | 15 | 0.3% | |
| 28 | 15 | 0.3% | |
| 19 | 11 | 0.2% | |
| 18 | 10 | 0.2% | |
| 38 | 10 | 0.2% | |
| Other values (79) | 152 | 2.8% |
| Value | Count | Frequency (%) | |
| 1 | 254 | 4.6% | |
| 2 | 87 | 1.6% | |
| 3 | 58 | 1.1% | |
| 4 | 64 | 1.2% | |
| 5 | 271 | 5.0% | |
| 6 | 351 | 6.4% | |
| 7 | 831 | 15.2% | |
| 8 | 940 | 17.2% | |
| 9 | 903 | 16.5% | |
| 10 | 630 | 11.5% |
| Value | Count | Frequency (%) | |
| 804 | 1 | < 0.1% | |
| 430 | 1 | < 0.1% | |
| 311 | 1 | < 0.1% | |
| 306 | 1 | < 0.1% | |
| 304 | 1 | < 0.1% | |
| 261 | 1 | < 0.1% | |
| 212 | 1 | < 0.1% | |
| 197 | 1 | < 0.1% | |
| 187 | 2 | < 0.1% | |
| 186 | 1 | < 0.1% |
lenght
Real number (ℝ≥0)
| Distinct count | 452 |
|---|---|
| Unique (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.56824410743651 |
|---|---|
| Minimum | 1.0 |
| Maximum | 553.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 17 |
| median | 41 |
| Q3 | 107 |
| 95-th percentile | 346 |
| Maximum | 553 |
| Range | 552 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 114.7217575 |
|---|---|
| Coefficient of variation (CV) | 1.280830708 |
| Kurtosis | 4.203579984 |
| Mean | 89.56824411 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 2.104048249 |
| Sum | 490207 |
| Variance | 13161.08164 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 12 | 126 | 2.3% | |
| 13 | 118 | 2.2% | |
| 14 | 113 | 2.1% | |
| 7 | 112 | 2.0% | |
| 8 | 105 | 1.9% | |
| 11 | 105 | 1.9% | |
| 9 | 103 | 1.9% | |
| 19 | 102 | 1.9% | |
| 18 | 96 | 1.8% | |
| 20 | 90 | 1.6% | |
| 17 | 89 | 1.6% | |
| 16 | 83 | 1.5% | |
| 4 | 73 | 1.3% | |
| 22 | 68 | 1.2% | |
| 21 | 67 | 1.2% | |
| 23 | 66 | 1.2% | |
| 1 | 65 | 1.2% | |
| 10 | 64 | 1.2% | |
| 15 | 63 | 1.2% | |
| 32 | 62 | 1.1% | |
| 6 | 59 | 1.1% | |
| 33 | 57 | 1.0% | |
| 41 | 54 | 1.0% | |
| 25 | 54 | 1.0% | |
| 26 | 53 | 1.0% | |
| Other values (427) | 3426 | 62.6% |
| Value | Count | Frequency (%) | |
| 1 | 65 | 1.2% | |
| 2 | 28 | 0.5% | |
| 3 | 33 | 0.6% | |
| 4 | 73 | 1.3% | |
| 5 | 45 | 0.8% | |
| 6 | 59 | 1.1% | |
| 7 | 112 | 2.0% | |
| 8 | 105 | 1.9% | |
| 9 | 103 | 1.9% | |
| 10 | 64 | 1.2% |
| Value | Count | Frequency (%) | |
| 553 | 1 | < 0.1% | |
| 552 | 1 | < 0.1% | |
| 550 | 2 | < 0.1% | |
| 547 | 1 | < 0.1% | |
| 544 | 1 | < 0.1% | |
| 541 | 1 | < 0.1% | |
| 538 | 4 | 0.1% | |
| 537 | 13 | 0.2% | |
| 536 | 12 | 0.2% | |
| 535 | 22 | 0.4% |
area
Real number (ℝ≥0)
| Distinct count | 1395 |
|---|---|
| Unique (%) | 25.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1198.4056276265303 |
|---|---|
| Minimum | 7.0 |
| Maximum | 143993.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 114 |
| median | 322 |
| Q3 | 980 |
| 95-th percentile | 4590 |
| Maximum | 143993 |
| Range | 143986 |
| Interquartile range (IQR) | 866 |
Descriptive statistics
| Standard deviation | 4849.37695 |
|---|---|
| Coefficient of variation (CV) | 4.046523847 |
| Kurtosis | 484.7553928 |
| Mean | 1198.405628 |
| Median Absolute Deviation (MAD) | 252 |
| Skewness | 19.52376995 |
| Sum | 6558874 |
| Variance | 23516456.8 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 96 | 65 | 1.2% | |
| 77 | 51 | 0.9% | |
| 112 | 49 | 0.9% | |
| 42 | 44 | 0.8% | |
| 56 | 42 | 0.8% | |
| 72 | 42 | 0.8% | |
| 120 | 42 | 0.8% | |
| 180 | 40 | 0.7% | |
| 98 | 39 | 0.7% | |
| 91 | 36 | 0.7% | |
| 40 | 35 | 0.6% | |
| 35 | 34 | 0.6% | |
| 168 | 34 | 0.6% | |
| 126 | 33 | 0.6% | |
| 200 | 31 | 0.6% | |
| 128 | 31 | 0.6% | |
| 70 | 30 | 0.5% | |
| 144 | 30 | 0.5% | |
| 63 | 30 | 0.5% | |
| 576 | 29 | 0.5% | |
| 84 | 29 | 0.5% | |
| 140 | 29 | 0.5% | |
| 80 | 29 | 0.5% | |
| 78 | 28 | 0.5% | |
| 48 | 28 | 0.5% | |
| Other values (1370) | 4563 | 83.4% |
| Value | Count | Frequency (%) | |
| 7 | 11 | 0.2% | |
| 8 | 18 | 0.3% | |
| 9 | 24 | 0.4% | |
| 10 | 17 | 0.3% | |
| 11 | 6 | 0.1% | |
| 12 | 21 | 0.4% | |
| 13 | 10 | 0.2% | |
| 14 | 19 | 0.3% | |
| 15 | 14 | 0.3% | |
| 16 | 8 | 0.1% |
| Value | Count | Frequency (%) | |
| 143993 | 1 | < 0.1% | |
| 142290 | 1 | < 0.1% | |
| 140752 | 1 | < 0.1% | |
| 98368 | 1 | < 0.1% | |
| 87234 | 1 | < 0.1% | |
| 81954 | 1 | < 0.1% | |
| 78352 | 1 | < 0.1% | |
| 72204 | 1 | < 0.1% | |
| 67626 | 1 | < 0.1% | |
| 45760 | 1 | < 0.1% |
eccen
Real number (ℝ≥0)
| Distinct count | 1511 |
|---|---|
| Unique (%) | 27.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.753976977891467 |
|---|---|
| Minimum | 0.006999999999999999 |
| Maximum | 537.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 0.007 |
|---|---|
| 5-th percentile | 0.769 |
| Q1 | 2.143 |
| median | 5.167 |
| Q3 | 13.625 |
| 95-th percentile | 46 |
| Maximum | 537 |
| Range | 536.993 |
| Interquartile range (IQR) | 11.482 |
Descriptive statistics
| Standard deviation | 30.70373722 |
|---|---|
| Coefficient of variation (CV) | 2.232353396 |
| Kurtosis | 59.00986276 |
| Mean | 13.75397698 |
| Median Absolute Deviation (MAD) | 3.678 |
| Skewness | 6.71721425 |
| Sum | 75275.516 |
| Variance | 942.719479 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 120 | 2.2% | |
| 1 | 99 | 1.8% | |
| 1.5 | 68 | 1.2% | |
| 3 | 65 | 1.2% | |
| 4 | 53 | 1.0% | |
| 1.571 | 46 | 0.8% | |
| 5 | 43 | 0.8% | |
| 1.333 | 36 | 0.7% | |
| 1.857 | 35 | 0.6% | |
| 6 | 35 | 0.6% | |
| 1.75 | 30 | 0.5% | |
| 2.333 | 30 | 0.5% | |
| 2.5 | 29 | 0.5% | |
| 2.167 | 29 | 0.5% | |
| 9 | 29 | 0.5% | |
| 8 | 28 | 0.5% | |
| 3.5 | 27 | 0.5% | |
| 10 | 27 | 0.5% | |
| 1.143 | 26 | 0.5% | |
| 1.125 | 25 | 0.5% | |
| 7 | 25 | 0.5% | |
| 1.286 | 24 | 0.4% | |
| 16 | 24 | 0.4% | |
| 0.667 | 24 | 0.4% | |
| 1.4 | 24 | 0.4% | |
| Other values (1486) | 4472 | 81.7% |
| Value | Count | Frequency (%) | |
| 0.007 | 1 | < 0.1% | |
| 0.009 | 1 | < 0.1% | |
| 0.012 | 2 | < 0.1% | |
| 0.013 | 1 | < 0.1% | |
| 0.014 | 1 | < 0.1% | |
| 0.019 | 4 | 0.1% | |
| 0.021 | 2 | < 0.1% | |
| 0.024 | 1 | < 0.1% | |
| 0.026 | 2 | < 0.1% | |
| 0.027 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 537 | 1 | < 0.1% | |
| 413 | 1 | < 0.1% | |
| 379 | 1 | < 0.1% | |
| 288 | 1 | < 0.1% | |
| 283 | 1 | < 0.1% | |
| 279 | 1 | < 0.1% | |
| 278 | 1 | < 0.1% | |
| 277 | 2 | < 0.1% | |
| 269 | 3 | 0.1% | |
| 268.5 | 10 | 0.2% |
p_black
Real number (ℝ≥0)
| Distinct count | 711 |
|---|---|
| Unique (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3686424264571533 |
|---|---|
| Minimum | 0.052000000000000005 |
| Maximum | 1.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 0.052 |
|---|---|
| 5-th percentile | 0.156 |
| Q1 | 0.261 |
| median | 0.337 |
| Q3 | 0.426 |
| 95-th percentile | 0.7762 |
| Maximum | 1 |
| Range | 0.948 |
| Interquartile range (IQR) | 0.165 |
Descriptive statistics
| Standard deviation | 0.1777567501 |
|---|---|
| Coefficient of variation (CV) | 0.4821928714 |
| Kurtosis | 3.35189289 |
| Mean | 0.3686424265 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 1.63008287 |
| Sum | 2017.58 |
| Variance | 0.03159746221 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 106 | 1.9% | |
| 0.286 | 58 | 1.1% | |
| 0.375 | 53 | 1.0% | |
| 0.333 | 52 | 1.0% | |
| 0.4 | 38 | 0.7% | |
| 0.357 | 38 | 0.7% | |
| 0.5 | 37 | 0.7% | |
| 0.25 | 34 | 0.6% | |
| 0.3 | 33 | 0.6% | |
| 0.292 | 28 | 0.5% | |
| 0.371 | 27 | 0.5% | |
| 0.306 | 27 | 0.5% | |
| 0.329 | 27 | 0.5% | |
| 0.417 | 27 | 0.5% | |
| 0.35 | 26 | 0.5% | |
| 0.429 | 26 | 0.5% | |
| 0.356 | 26 | 0.5% | |
| 0.36 | 25 | 0.5% | |
| 0.294 | 25 | 0.5% | |
| 0.321 | 25 | 0.5% | |
| 0.268 | 25 | 0.5% | |
| 0.339 | 24 | 0.4% | |
| 0.364 | 24 | 0.4% | |
| 0.298 | 24 | 0.4% | |
| 0.361 | 24 | 0.4% | |
| Other values (686) | 4614 | 84.3% |
| Value | Count | Frequency (%) | |
| 0.052 | 3 | 0.1% | |
| 0.055 | 3 | 0.1% | |
| 0.056 | 1 | < 0.1% | |
| 0.057 | 1 | < 0.1% | |
| 0.059 | 1 | < 0.1% | |
| 0.06 | 1 | < 0.1% | |
| 0.063 | 3 | 0.1% | |
| 0.065 | 2 | < 0.1% | |
| 0.067 | 1 | < 0.1% | |
| 0.07 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 106 | 1.9% | |
| 0.998 | 1 | < 0.1% | |
| 0.994 | 1 | < 0.1% | |
| 0.993 | 3 | 0.1% | |
| 0.992 | 1 | < 0.1% | |
| 0.99 | 2 | < 0.1% | |
| 0.986 | 1 | < 0.1% | |
| 0.985 | 1 | < 0.1% | |
| 0.984 | 1 | < 0.1% | |
| 0.983 | 1 | < 0.1% |
p_and
Real number (ℝ≥0)
| Distinct count | 700 |
|---|---|
| Unique (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7850526219623607 |
|---|---|
| Minimum | 0.062 |
| Maximum | 1.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 0.062 |
|---|---|
| 5-th percentile | 0.484 |
| Q1 | 0.679 |
| median | 0.803 |
| Q3 | 0.927 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.938 |
| Interquartile range (IQR) | 0.248 |
Descriptive statistics
| Standard deviation | 0.1706612788 |
|---|---|
| Coefficient of variation (CV) | 0.2173883305 |
| Kurtosis | 0.6919281143 |
| Mean | 0.785052622 |
| Median Absolute Deviation (MAD) | 0.124 |
| Skewness | -0.8347174978 |
| Sum | 4296.593 |
| Variance | 0.02912527208 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 639 | 11.7% | |
| 0.778 | 34 | 0.6% | |
| 0.75 | 29 | 0.5% | |
| 0.786 | 29 | 0.5% | |
| 0.857 | 28 | 0.5% | |
| 0.667 | 25 | 0.5% | |
| 0.889 | 24 | 0.4% | |
| 0.8 | 24 | 0.4% | |
| 0.875 | 23 | 0.4% | |
| 0.792 | 23 | 0.4% | |
| 0.886 | 23 | 0.4% | |
| 0.958 | 23 | 0.4% | |
| 0.768 | 22 | 0.4% | |
| 0.933 | 21 | 0.4% | |
| 0.927 | 21 | 0.4% | |
| 0.938 | 21 | 0.4% | |
| 0.929 | 20 | 0.4% | |
| 0.85 | 20 | 0.4% | |
| 0.818 | 20 | 0.4% | |
| 0.813 | 20 | 0.4% | |
| 0.939 | 19 | 0.3% | |
| 0.833 | 19 | 0.3% | |
| 0.872 | 18 | 0.3% | |
| 0.688 | 18 | 0.3% | |
| 0.844 | 18 | 0.3% | |
| Other values (675) | 4292 | 78.4% |
| Value | Count | Frequency (%) | |
| 0.062 | 1 | < 0.1% | |
| 0.066 | 1 | < 0.1% | |
| 0.07 | 1 | < 0.1% | |
| 0.071 | 1 | < 0.1% | |
| 0.089 | 1 | < 0.1% | |
| 0.09 | 1 | < 0.1% | |
| 0.094 | 1 | < 0.1% | |
| 0.095 | 2 | < 0.1% | |
| 0.105 | 1 | < 0.1% | |
| 0.109 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 639 | 11.7% | |
| 0.999 | 3 | 0.1% | |
| 0.998 | 4 | 0.1% | |
| 0.997 | 7 | 0.1% | |
| 0.996 | 8 | 0.1% | |
| 0.995 | 3 | 0.1% | |
| 0.994 | 5 | 0.1% | |
| 0.993 | 7 | 0.1% | |
| 0.992 | 7 | 0.1% | |
| 0.991 | 16 | 0.3% |
| Distinct count | 851 |
|---|---|
| Unique (%) | 15.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.219278275169011 |
|---|---|
| Minimum | 1.0 |
| Maximum | 4955.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.27 |
| Q1 | 1.61 |
| median | 2.07 |
| Q3 | 3 |
| 95-th percentile | 16 |
| Maximum | 4955 |
| Range | 4954 |
| Interquartile range (IQR) | 1.39 |
Descriptive statistics
| Standard deviation | 69.07902063 |
|---|---|
| Coefficient of variation (CV) | 11.10724067 |
| Kurtosis | 4816.887815 |
| Mean | 6.219278275 |
| Median Absolute Deviation (MAD) | 0.59 |
| Skewness | 67.42540616 |
| Sum | 34038.11 |
| Variance | 4771.911091 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 93 | 1.7% | |
| 1.38 | 59 | 1.1% | |
| 1.4 | 51 | 0.9% | |
| 1.36 | 47 | 0.9% | |
| 1.33 | 46 | 0.8% | |
| 1.93 | 43 | 0.8% | |
| 1.5 | 43 | 0.8% | |
| 7 | 43 | 0.8% | |
| 1.71 | 43 | 0.8% | |
| 3 | 42 | 0.8% | |
| 1.83 | 42 | 0.8% | |
| 2.2 | 41 | 0.7% | |
| 1.75 | 40 | 0.7% | |
| 1.35 | 40 | 0.7% | |
| 1.29 | 39 | 0.7% | |
| 1.67 | 38 | 0.7% | |
| 8 | 37 | 0.7% | |
| 1.57 | 36 | 0.7% | |
| 1.41 | 36 | 0.7% | |
| 1.58 | 35 | 0.6% | |
| 2.33 | 35 | 0.6% | |
| 1.46 | 35 | 0.6% | |
| 1.63 | 34 | 0.6% | |
| 1.64 | 34 | 0.6% | |
| 1.69 | 34 | 0.6% | |
| Other values (826) | 4407 | 80.5% |
| Value | Count | Frequency (%) | |
| 1 | 3 | 0.1% | |
| 1.02 | 4 | 0.1% | |
| 1.03 | 5 | 0.1% | |
| 1.04 | 3 | 0.1% | |
| 1.05 | 6 | 0.1% | |
| 1.06 | 4 | 0.1% | |
| 1.07 | 11 | 0.2% | |
| 1.08 | 5 | 0.1% | |
| 1.09 | 4 | 0.1% | |
| 1.11 | 6 | 0.1% |
| Value | Count | Frequency (%) | |
| 4955 | 1 | < 0.1% | |
| 537 | 1 | < 0.1% | |
| 412 | 1 | < 0.1% | |
| 277 | 1 | < 0.1% | |
| 257 | 1 | < 0.1% | |
| 245.83 | 1 | < 0.1% | |
| 214 | 1 | < 0.1% | |
| 207 | 1 | < 0.1% | |
| 204 | 1 | < 0.1% | |
| 197 | 1 | < 0.1% |
| Distinct count | 1069 |
|---|---|
| Unique (%) | 19.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 365.9307509592545 |
|---|---|
| Minimum | 7.0 |
| Maximum | 33017.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 42 |
| median | 108 |
| Q3 | 284 |
| 95-th percentile | 1233.2 |
| Maximum | 33017 |
| Range | 33010 |
| Interquartile range (IQR) | 242 |
Descriptive statistics
| Standard deviation | 1270.333082 |
|---|---|
| Coefficient of variation (CV) | 3.471512243 |
| Kurtosis | 251.7609965 |
| Mean | 365.930751 |
| Median Absolute Deviation (MAD) | 81 |
| Skewness | 13.52910554 |
| Sum | 2002739 |
| Variance | 1613746.139 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 7 | 64 | 1.2% | |
| 8 | 62 | 1.1% | |
| 9 | 52 | 1.0% | |
| 15 | 50 | 0.9% | |
| 13 | 48 | 0.9% | |
| 27 | 47 | 0.9% | |
| 14 | 45 | 0.8% | |
| 11 | 45 | 0.8% | |
| 28 | 44 | 0.8% | |
| 31 | 44 | 0.8% | |
| 24 | 43 | 0.8% | |
| 42 | 42 | 0.8% | |
| 20 | 42 | 0.8% | |
| 22 | 42 | 0.8% | |
| 47 | 42 | 0.8% | |
| 23 | 41 | 0.7% | |
| 46 | 39 | 0.7% | |
| 16 | 39 | 0.7% | |
| 53 | 38 | 0.7% | |
| 26 | 38 | 0.7% | |
| 38 | 37 | 0.7% | |
| 19 | 37 | 0.7% | |
| 12 | 37 | 0.7% | |
| 33 | 36 | 0.7% | |
| 60 | 36 | 0.7% | |
| Other values (1044) | 4383 | 80.1% |
| Value | Count | Frequency (%) | |
| 7 | 64 | 1.2% | |
| 8 | 62 | 1.1% | |
| 9 | 52 | 1.0% | |
| 10 | 32 | 0.6% | |
| 11 | 45 | 0.8% | |
| 12 | 37 | 0.7% | |
| 13 | 48 | 0.9% | |
| 14 | 45 | 0.8% | |
| 15 | 50 | 0.9% | |
| 16 | 39 | 0.7% |
| Value | Count | Frequency (%) | |
| 33017 | 1 | < 0.1% | |
| 28093 | 1 | < 0.1% | |
| 27820 | 1 | < 0.1% | |
| 26693 | 1 | < 0.1% | |
| 23025 | 1 | < 0.1% | |
| 19430 | 1 | < 0.1% | |
| 18591 | 1 | < 0.1% | |
| 17721 | 1 | < 0.1% | |
| 14292 | 1 | < 0.1% | |
| 14180 | 1 | < 0.1% |
| Distinct count | 1718 |
|---|---|
| Unique (%) | 31.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 741.1081673670748 |
|---|---|
| Minimum | 7.0 |
| Maximum | 46133.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 95 |
| median | 250 |
| Q3 | 718 |
| 95-th percentile | 2867.8 |
| Maximum | 46133 |
| Range | 46126 |
| Interquartile range (IQR) | 623 |
Descriptive statistics
| Standard deviation | 1881.504302 |
|---|---|
| Coefficient of variation (CV) | 2.538771511 |
| Kurtosis | 187.0185333 |
| Mean | 741.1081674 |
| Median Absolute Deviation (MAD) | 194 |
| Skewness | 11.14507385 |
| Sum | 4056085 |
| Variance | 3540058.438 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 89 | 28 | 0.5% | |
| 77 | 27 | 0.5% | |
| 8 | 25 | 0.5% | |
| 35 | 25 | 0.5% | |
| 56 | 25 | 0.5% | |
| 72 | 25 | 0.5% | |
| 42 | 25 | 0.5% | |
| 88 | 23 | 0.4% | |
| 54 | 22 | 0.4% | |
| 76 | 22 | 0.4% | |
| 9 | 22 | 0.4% | |
| 7 | 22 | 0.4% | |
| 84 | 22 | 0.4% | |
| 70 | 22 | 0.4% | |
| 71 | 21 | 0.4% | |
| 40 | 21 | 0.4% | |
| 14 | 20 | 0.4% | |
| 36 | 20 | 0.4% | |
| 108 | 20 | 0.4% | |
| 96 | 19 | 0.3% | |
| 49 | 19 | 0.3% | |
| 75 | 19 | 0.3% | |
| 43 | 19 | 0.3% | |
| 44 | 19 | 0.3% | |
| 110 | 19 | 0.3% | |
| Other values (1693) | 4922 | 89.9% |
| Value | Count | Frequency (%) | |
| 7 | 22 | 0.4% | |
| 8 | 25 | 0.5% | |
| 9 | 22 | 0.4% | |
| 10 | 18 | 0.3% | |
| 11 | 15 | 0.3% | |
| 12 | 19 | 0.3% | |
| 13 | 18 | 0.3% | |
| 14 | 20 | 0.4% | |
| 15 | 16 | 0.3% | |
| 16 | 17 | 0.3% |
| Value | Count | Frequency (%) | |
| 46133 | 1 | < 0.1% | |
| 42821 | 1 | < 0.1% | |
| 35499 | 1 | < 0.1% | |
| 34874 | 1 | < 0.1% | |
| 25400 | 1 | < 0.1% | |
| 25163 | 1 | < 0.1% | |
| 23547 | 1 | < 0.1% | |
| 23457 | 1 | < 0.1% | |
| 23301 | 1 | < 0.1% | |
| 23092 | 1 | < 0.1% |
wb_trans
Real number (ℝ≥0)
| Distinct count | 581 |
|---|---|
| Unique (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 106.6628905536269 |
|---|---|
| Minimum | 1.0 |
| Maximum | 3212.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 17 |
| median | 49 |
| Q3 | 126 |
| 95-th percentile | 408.4 |
| Maximum | 3212 |
| Range | 3211 |
| Interquartile range (IQR) | 109 |
Descriptive statistics
| Standard deviation | 167.3083617 |
|---|---|
| Coefficient of variation (CV) | 1.56857142 |
| Kurtosis | 60.95793459 |
| Mean | 106.6628906 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | 5.504535353 |
| Sum | 583766 |
| Variance | 27992.08791 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 256 | 4.7% | |
| 14 | 91 | 1.7% | |
| 6 | 84 | 1.5% | |
| 2 | 79 | 1.4% | |
| 11 | 77 | 1.4% | |
| 3 | 75 | 1.4% | |
| 8 | 75 | 1.4% | |
| 9 | 74 | 1.4% | |
| 12 | 74 | 1.4% | |
| 15 | 71 | 1.3% | |
| 4 | 71 | 1.3% | |
| 21 | 70 | 1.3% | |
| 13 | 68 | 1.2% | |
| 10 | 67 | 1.2% | |
| 19 | 66 | 1.2% | |
| 18 | 66 | 1.2% | |
| 20 | 63 | 1.2% | |
| 16 | 63 | 1.2% | |
| 7 | 62 | 1.1% | |
| 17 | 61 | 1.1% | |
| 27 | 59 | 1.1% | |
| 26 | 55 | 1.0% | |
| 5 | 55 | 1.0% | |
| 31 | 51 | 0.9% | |
| 23 | 51 | 0.9% | |
| Other values (556) | 3589 | 65.6% |
| Value | Count | Frequency (%) | |
| 1 | 256 | 4.7% | |
| 2 | 79 | 1.4% | |
| 3 | 75 | 1.4% | |
| 4 | 71 | 1.3% | |
| 5 | 55 | 1.0% | |
| 6 | 84 | 1.5% | |
| 7 | 62 | 1.1% | |
| 8 | 75 | 1.4% | |
| 9 | 74 | 1.4% | |
| 10 | 67 | 1.2% |
| Value | Count | Frequency (%) | |
| 3212 | 1 | < 0.1% | |
| 2925 | 1 | < 0.1% | |
| 2333 | 1 | < 0.1% | |
| 2273 | 1 | < 0.1% | |
| 1815 | 1 | < 0.1% | |
| 1756 | 1 | < 0.1% | |
| 1651 | 1 | < 0.1% | |
| 1644 | 1 | < 0.1% | |
| 1641 | 1 | < 0.1% | |
| 1634 | 1 | < 0.1% |
target
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.202631098118034 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 42.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7214702987 |
|---|---|
| Coefficient of variation (CV) | 0.5999098974 |
| Kurtosis | 17.07645268 |
| Mean | 1.202631098 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.143712176 |
| Sum | 6582 |
| Variance | 0.5205193918 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 4913 | 89.8% | |
| 2 | 329 | 6.0% | |
| 5 | 115 | 2.1% | |
| 4 | 88 | 1.6% | |
| 3 | 28 | 0.5% |
| Value | Count | Frequency (%) | |
| 1 | 4913 | 89.8% | |
| 2 | 329 | 6.0% | |
| 3 | 28 | 0.5% | |
| 4 | 88 | 1.6% | |
| 5 | 115 | 2.1% |
| Value | Count | Frequency (%) | |
| 5 | 115 | 2.1% | |
| 4 | 88 | 1.6% | |
| 3 | 28 | 0.5% | |
| 2 | 329 | 6.0% | |
| 1 | 4913 | 89.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| height | lenght | area | eccen | p_black | p_and | mean_tr | blackpix | blackand | wb_trans | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5.0 | 7.0 | 35.0 | 1.400 | 0.400 | 0.657 | 2.33 | 14.0 | 23.0 | 6.0 | 1 |
| 1 | 6.0 | 7.0 | 42.0 | 1.167 | 0.429 | 0.881 | 3.60 | 18.0 | 37.0 | 5.0 | 1 |
| 2 | 6.0 | 18.0 | 108.0 | 3.000 | 0.287 | 0.741 | 4.43 | 31.0 | 80.0 | 7.0 | 1 |
| 3 | 5.0 | 7.0 | 35.0 | 1.400 | 0.371 | 0.743 | 4.33 | 13.0 | 26.0 | 3.0 | 1 |
| 4 | 6.0 | 3.0 | 18.0 | 0.500 | 0.500 | 0.944 | 2.25 | 9.0 | 17.0 | 4.0 | 1 |
| 5 | 5.0 | 8.0 | 40.0 | 1.600 | 0.550 | 1.000 | 2.44 | 22.0 | 40.0 | 9.0 | 1 |
| 6 | 6.0 | 4.0 | 24.0 | 0.667 | 0.417 | 0.708 | 2.50 | 10.0 | 17.0 | 4.0 | 1 |
| 7 | 5.0 | 6.0 | 30.0 | 1.200 | 0.333 | 0.333 | 10.00 | 10.0 | 10.0 | 1.0 | 1 |
| 8 | 5.0 | 5.0 | 25.0 | 1.000 | 0.400 | 0.520 | 10.00 | 10.0 | 13.0 | 1.0 | 1 |
| 9 | 5.0 | 7.0 | 35.0 | 1.400 | 0.486 | 0.914 | 8.50 | 17.0 | 32.0 | 2.0 | 1 |
Last rows
| height | lenght | area | eccen | p_black | p_and | mean_tr | blackpix | blackand | wb_trans | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 5463 | 11.0 | 193.0 | 2123.0 | 17.545 | 0.243 | 0.683 | 1.59 | 516.0 | 1451.0 | 325.0 | 1 |
| 5464 | 1.0 | 20.0 | 20.0 | 20.000 | 0.850 | 1.000 | 8.50 | 17.0 | 20.0 | 2.0 | 2 |
| 5465 | 1.0 | 87.0 | 87.0 | 87.000 | 0.920 | 1.000 | 16.00 | 80.0 | 87.0 | 5.0 | 2 |
| 5466 | 1.0 | 279.0 | 279.0 | 279.000 | 0.964 | 1.000 | 38.43 | 269.0 | 279.0 | 7.0 | 2 |
| 5467 | 1.0 | 16.0 | 16.0 | 16.000 | 1.000 | 1.000 | 16.00 | 16.0 | 16.0 | 1.0 | 2 |
| 5468 | 4.0 | 524.0 | 2096.0 | 131.000 | 0.542 | 0.603 | 40.57 | 1136.0 | 1264.0 | 28.0 | 2 |
| 5469 | 7.0 | 4.0 | 28.0 | 0.571 | 0.714 | 0.929 | 10.00 | 20.0 | 26.0 | 2.0 | 1 |
| 5470 | 6.0 | 95.0 | 570.0 | 15.833 | 0.300 | 0.911 | 1.64 | 171.0 | 519.0 | 104.0 | 1 |
| 5471 | 7.0 | 41.0 | 287.0 | 5.857 | 0.213 | 0.801 | 1.36 | 61.0 | 230.0 | 45.0 | 1 |
| 5472 | 8.0 | 1.0 | 8.0 | 0.125 | 1.000 | 1.000 | 8.00 | 8.0 | 8.0 | 1.0 | 4 |
Most frequent
| height | lenght | area | eccen | p_black | p_and | mean_tr | blackpix | blackand | wb_trans | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 30 | 9.0 | 1.0 | 9.0 | 0.111 | 1.000 | 1.000 | 9.0 | 9.0 | 9.0 | 1.0 | 4 | 8 |
| 26 | 8.0 | 1.0 | 8.0 | 0.125 | 1.000 | 1.000 | 8.0 | 8.0 | 8.0 | 1.0 | 4 | 6 |
| 2 | 1.0 | 8.0 | 8.0 | 8.000 | 1.000 | 1.000 | 8.0 | 8.0 | 8.0 | 1.0 | 2 | 5 |
| 14 | 3.0 | 3.0 | 9.0 | 1.000 | 0.778 | 0.778 | 7.0 | 7.0 | 7.0 | 1.0 | 1 | 5 |
| 25 | 7.0 | 1.0 | 7.0 | 0.143 | 1.000 | 1.000 | 7.0 | 7.0 | 7.0 | 1.0 | 4 | 5 |
| 15 | 3.0 | 3.0 | 9.0 | 1.000 | 0.889 | 0.889 | 8.0 | 8.0 | 8.0 | 1.0 | 1 | 4 |
| 34 | 13.0 | 1.0 | 13.0 | 0.077 | 1.000 | 1.000 | 13.0 | 13.0 | 13.0 | 1.0 | 4 | 4 |
| 0 | 1.0 | 7.0 | 7.0 | 7.000 | 1.000 | 1.000 | 7.0 | 7.0 | 7.0 | 1.0 | 1 | 3 |
| 3 | 1.0 | 10.0 | 10.0 | 10.000 | 1.000 | 1.000 | 10.0 | 10.0 | 10.0 | 1.0 | 2 | 3 |
| 8 | 1.0 | 14.0 | 14.0 | 14.000 | 1.000 | 1.000 | 14.0 | 14.0 | 14.0 | 1.0 | 2 | 3 |